{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Neural Color Transfer (Multi-Reference Style Transfer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Append 'src' direc to import modules from notebooks directory#\n",
    "##################################################\n",
    "#import os,sys\n",
    "#src_dir=os.path.join(os.getcwd(),os.pardir)\n",
    "#sys.path.append(src_dir)\n",
    "#################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as plt\n",
    "import time\n",
    "import os\n",
    "import torch\n",
    "import torchvision\n",
    "import torchvision.models as models\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.autograd import Variable\n",
    "from torch import optim\n",
    "import cv2\n",
    "from torchvision import transforms\n",
    "from torchvision.utils import make_grid\n",
    "from collections import OrderedDict\n",
    "from PIL import Image,ImageOps\n",
    "import torch.optim as optim\n",
    "import scipy\n",
    "from skimage import color"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Input Source & Reference Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "USE_CUDA = True # or False if you don't have CUDA.\n",
    "FEATURE_IDS = [1, 6, 11, 20, 29]\n",
    "\n",
    "imgS_path = './image/city_basic.jpg'\n",
    "imgR_path = './image/city_night.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f940d0ac7b8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "origS = Image.open(imgS_path).convert(\"RGB\")\n",
    "imshow(origS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f940d051da0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "origR = Image.open(imgR_path).convert(\"RGB\")\n",
    "imshow(origR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image Loader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def image_loader(img_path, flip=False):\n",
    "    img = Image.open(img_path).convert(\"RGB\")\n",
    "    if flip:\n",
    "        img = img.transpose(Image.FLIP_LEFT_RIGHT)\n",
    "\n",
    "    data_transforms = transforms.Compose([\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ])\n",
    "    img_tensor = data_transforms(img)\n",
    "    img_tensor = img_tensor.unsqueeze(0)\n",
    "    return img_tensor\n",
    "\n",
    "def npshow(img):\n",
    "    img_np = img.numpy().transpose(1, 2, 0)\n",
    "    imshow(img_np) #, interpolation = 'nearest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "imgS=image_loader(imgS_path, flip=False)\n",
    "imgR=image_loader(imgR_path, flip=False)\n",
    "\n",
    "imgS_np = imgS.squeeze().numpy().transpose(1, 2, 0)\n",
    "imgR_np = imgR.squeeze().numpy().transpose(1, 2, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 3, 266, 400])\n",
      "torch.Size([1, 3, 1200, 1920])\n",
      "torch.float32 torch.float32 \n",
      "\n",
      "(266, 400, 3)\n",
      "(1200, 1920, 3) \n",
      "\n",
      "Original S's mean: [156.07516917 164.98545113 178.04074248]\n",
      "Original S's std: [60.28188864 57.59120663 53.13235746]\n",
      "Normalized S's mean: [0.5548449 0.8526866 1.2986623]\n",
      "Normalized S's std: [1.0323125 1.0082494 0.9260542] \n",
      "\n",
      "Original R's mean: [81.58577387 56.06960677 84.69521528]\n",
      "Original R's std: [67.95775321 51.31118997 73.64343419]\n",
      "Normalized R's mean: [-0.7207675  -1.0541035  -0.32827505]\n",
      "Normalized R's std: [1.16376    0.89830506 1.2835457 ]\n"
     ]
    }
   ],
   "source": [
    "# Checking\n",
    "print(imgS.size()) # (1, 3, SHeight, SWidth)\n",
    "print(imgR.size()) # (1, 3, RHeight, RWidth)\n",
    "print(imgS.dtype, imgR.dtype, \"\\n\") # torch.float32\n",
    "\n",
    "print(imgS_np.shape) # (SHeight, SWidth, 3)\n",
    "print(imgR_np.shape, \"\\n\") # (RHeight, RWidth, 3)\n",
    "\n",
    "# Verifying normalization\n",
    "print(\"Original S's mean:\", np.asarray(origS).mean(axis=(0, 1)))\n",
    "print(\"Original S's std:\", np.asarray(origS).std(axis=(0, 1)))\n",
    "print(\"Normalized S's mean:\", imgS_np.mean(axis=(0, 1)))\n",
    "print(\"Normalized S's std:\", imgS_np.std(axis=(0, 1)), \"\\n\")\n",
    "\n",
    "print(\"Original R's mean:\", np.asarray(origR).mean(axis=(0, 1)))\n",
    "print(\"Original R's std:\", np.asarray(origR).std(axis=(0, 1)))\n",
    "print(\"Normalized R's mean:\", imgR_np.mean(axis=(0, 1)))\n",
    "print(\"Normalized R's std:\", imgR_np.std(axis=(0, 1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9406f9c198>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "imshow(imgS_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9406f7c550>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "imshow(imgR_np)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Process\n",
    "From S_6 = S_(L+1) to S_1(Final Result)\n",
    "\n",
    "Feature Domain\n",
    "    > FeatureExtractor\n",
    "    > PatchMatch\n",
    "    > BDS Voting\n",
    "\n",
    "Image Domain\n",
    "    > Resolution equal\n",
    "    > Local Color Transfer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FeatureExtractor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "class FeatureExtractor(nn.Sequential):\n",
    "    def __init__(self):\n",
    "        super(FeatureExtractor, self).__init__()\n",
    "\n",
    "    def add_layer(self, name, layer):\n",
    "        self.add_module(name, layer)\n",
    "\n",
    "    def forward(self, x, feature_id):\n",
    "        for idx, module in enumerate(self._modules):\n",
    "            x = self._modules[module](x)\n",
    "            if idx == feature_id:\n",
    "                return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "vgg_temp = models.vgg19(pretrained=True).features\n",
    "model = FeatureExtractor()  # The new Feature extractor module network\n",
    "\n",
    "conv_counter = 1\n",
    "relu_counter = 1\n",
    "\n",
    "block_counter = 1\n",
    "\n",
    "for i, layer in enumerate(list(vgg_temp)):\n",
    "    if isinstance(layer, nn.Conv2d):\n",
    "        name = \"conv_\" + str(block_counter) + \"_\" + str(conv_counter)\n",
    "        conv_counter += 1\n",
    "        model.add_layer(name, layer)\n",
    "\n",
    "    if isinstance(layer, nn.ReLU):\n",
    "        name = \"relu_\" + str(block_counter) + \"_\" + str(relu_counter)\n",
    "        relu_counter += 1\n",
    "        model.add_layer(name, layer)\n",
    "\n",
    "    if isinstance(layer, nn.MaxPool2d):\n",
    "        name = \"pool_\" + str(block_counter) \n",
    "        bn_counter = relu_counter = conv_counter = 1\n",
    "        block_counter += 1\n",
    "        model.add_layer(name, layer)  # Is nn.AvgPool2d((2,2)) better than nn.MaxPool2d?\n",
    "\n",
    "if USE_CUDA:\n",
    "    model.cuda('cuda:3')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FeatureExtractor(\n",
      "  (conv_1_1): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_1_1): ReLU(inplace)\n",
      "  (conv_1_2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_1_2): ReLU(inplace)\n",
      "  (pool_1): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (conv_2_1): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_2_1): ReLU(inplace)\n",
      "  (conv_2_2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_2_2): ReLU(inplace)\n",
      "  (pool_2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (conv_3_1): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_3_1): ReLU(inplace)\n",
      "  (conv_3_2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_3_2): ReLU(inplace)\n",
      "  (conv_3_3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_3_3): ReLU(inplace)\n",
      "  (conv_3_4): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_3_4): ReLU(inplace)\n",
      "  (pool_3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (conv_4_1): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_4_1): ReLU(inplace)\n",
      "  (conv_4_2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_4_2): ReLU(inplace)\n",
      "  (conv_4_3): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_4_3): ReLU(inplace)\n",
      "  (conv_4_4): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_4_4): ReLU(inplace)\n",
      "  (pool_4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (conv_5_1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_5_1): ReLU(inplace)\n",
      "  (conv_5_2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_5_2): ReLU(inplace)\n",
      "  (conv_5_3): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_5_3): ReLU(inplace)\n",
      "  (conv_5_4): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_5_4): ReLU(inplace)\n",
      "  (pool_5): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      ")\n",
      "['relu_1_1', 'relu_2_1', 'relu_3_1', 'relu_4_1', 'relu_5_1']\n"
     ]
    }
   ],
   "source": [
    "# Checking\n",
    "print(model)\n",
    "print([list(model._modules)[idx] for idx in FEATURE_IDS])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_feature(img_tensor, feature_id):\n",
    "    if USE_CUDA:\n",
    "        img_tensor = img_tensor.cuda('cuda:3')\n",
    "\n",
    "    feature = model(img_tensor, feature_id)\n",
    "    feature = feature.data.squeeze().cpu().numpy().transpose(1, 2, 0)\n",
    "    return np.array(feature)\n",
    "\n",
    "def normalize(feature):\n",
    "    return feature / np.linalg.norm(feature, ord=2, axis=2, keepdims=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "feat5S = normalize(get_feature(imgS, FEATURE_IDS[4]))\n",
    "feat5R = normalize(get_feature(imgR, FEATURE_IDS[4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(16, 25, 512)\n",
      "(75, 120, 512)\n"
     ]
    }
   ],
   "source": [
    "# Checking\n",
    "print(feat5S.shape)\n",
    "print(feat5R.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# (IN PROGRESS)\n",
    "# EXPERIMENTAL\n",
    "class DeepDream():\n",
    "    \"\"\"\n",
    "        Produces an image that minimizes the loss of a convolution\n",
    "        operation for a specific layer and filter\n",
    "    \"\"\"\n",
    "    def __init__(self, model, selected_layer, selected_filter, im_path):\n",
    "        self.model = model\n",
    "        self.selected_layer = selected_layer\n",
    "        self.selected_filter = selected_filter\n",
    "        self.conv_output = 0\n",
    "        self.image = image_loader(im_path, flip=False)\n",
    "\n",
    "        if USE_CUDA:\n",
    "            self.model.cuda('cuda:3')\n",
    "            self.image = self.image.cuda('cuda:3')\n",
    "\n",
    "        self.image.requires_grad_()\n",
    "        # Hook the layers to get result of the convolution\n",
    "        self.hook_layer()\n",
    "\n",
    "    def hook_layer(self):\n",
    "        def hook_function(module, grad_in, grad_out):\n",
    "            # Gets the conv output of the selected filter (from selected layer)\n",
    "            self.conv_output = grad_out[0, self.selected_filter]\n",
    "\n",
    "        # Hook the selected layer\n",
    "        self.model[self.selected_layer].register_forward_hook(hook_function)\n",
    "\n",
    "    def dream(self):\n",
    "        # Define optimizer for the image\n",
    "        # Earlier layers need higher learning rates to visualize whereas lower layers need less\n",
    "        optimizer = optim.SGD([self.image], lr=12, weight_decay=1e-4)\n",
    "        # optimizer = optim.Adam([self.image], lr=0.1, weight_decay=1e-6)\n",
    "        for i in range(1, 251):\n",
    "            optimizer.zero_grad()\n",
    "            # Assign image to a variable to move forward in the model\n",
    "            x = self.image\n",
    "            for index, layer in enumerate(self.model):\n",
    "                # Forward\n",
    "                x = layer(x)\n",
    "                # Only need to forward until the selected layer is reached\n",
    "                if index == self.selected_layer:\n",
    "                    break\n",
    "            # Loss function is the mean of the output of the selected layer/filter\n",
    "            # We try to minimize the mean of the output of that specific filter\n",
    "            loss = -torch.mean(self.conv_output)\n",
    "            if i % 10 == 0:\n",
    "                print(\"Iteration:\", str(i) + \"/250\", \"Loss:\", \"{0:.2f}\".format(loss.data.cpu().numpy()))\n",
    "            # Backward\n",
    "            loss.backward()\n",
    "            # Update image\n",
    "            optimizer.step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 10/250 Loss: -21.25\n",
      "Iteration: 20/250 Loss: -56.55\n",
      "Iteration: 30/250 Loss: -85.62\n",
      "Iteration: 40/250 Loss: -110.38\n",
      "Iteration: 50/250 Loss: -132.78\n",
      "Iteration: 60/250 Loss: -153.31\n",
      "Iteration: 70/250 Loss: -172.35\n",
      "Iteration: 80/250 Loss: -190.09\n",
      "Iteration: 90/250 Loss: -206.54\n",
      "Iteration: 100/250 Loss: -221.93\n",
      "Iteration: 110/250 Loss: -236.68\n",
      "Iteration: 120/250 Loss: -250.73\n",
      "Iteration: 130/250 Loss: -264.05\n",
      "Iteration: 140/250 Loss: -277.05\n",
      "Iteration: 150/250 Loss: -289.53\n",
      "Iteration: 160/250 Loss: -301.58\n",
      "Iteration: 170/250 Loss: -313.25\n",
      "Iteration: 180/250 Loss: -324.68\n",
      "Iteration: 190/250 Loss: -335.95\n",
      "Iteration: 200/250 Loss: -346.91\n",
      "Iteration: 210/250 Loss: -357.66\n",
      "Iteration: 220/250 Loss: -368.27\n",
      "Iteration: 230/250 Loss: -378.75\n",
      "Iteration: 240/250 Loss: -389.03\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 250/250 Loss: -399.19\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb2f806af28>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# (IN PROGRESS)\n",
    "# EXPERIMENTAL\n",
    "cnn_layer = FEATURE_IDS[4]\n",
    "filter_pos = 94\n",
    "dd = DeepDream(vgg_temp, cnn_layer, filter_pos, imgS_path)\n",
    "# This operation can also be done without Pytorch hooks\n",
    "# See layer visualisation for the implementation without hooks\n",
    "dd.dream()\n",
    "\n",
    "dd_image_np = dd.image.detach().squeeze().cpu().numpy().transpose(1, 2, 0)\n",
    "imshow(dd_image_np * [0.229, 0.224, 0.225] + [0.485, 0.456, 0.406])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## PatchMatch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "class PatchMatch: \n",
    "    def __init__(self, a, b, patchsize=3):\n",
    "        self.a = a\n",
    "        self.a_height = self.a.shape[1]    #C * H * W (e.g. 3 * 224 * 224)  == [0] * [1] * [2]\n",
    "        self.a_width = self.a.shape[2]\n",
    "        self.b = b\n",
    "        self.b_height = self.b.shape[1]\n",
    "        self.b_width = self.b.shape[2]\n",
    "        self.patchsize = patchsize\n",
    "        self.channels = self.a.shape[0]\n",
    "\n",
    "        self.nnf = np.zeros((self.a.shape[1], self.a.shape[2], 2)).astype(np.int) #nnf build\n",
    "        self.nnd = np.zeros((self.a.shape[1], self.a.shape[2])) #nnf distance\n",
    "        self.init_nnf()\n",
    "\n",
    "    def init_nnf(self):\n",
    "        for ay in range(0, self.a_height):\n",
    "            for ax in range(0, self.a_width):\n",
    "                by = np.random.randint(0, self.b_height)\n",
    "                bx = np.random.randint(0, self.b_width)\n",
    "                self.nnf[ay, ax, :] = [by, bx]\n",
    "                self.nnd[ay, ax] = self.calc_dist(ax, ay, bx, by)\n",
    "    \n",
    "    \n",
    "    def calc_dist(self, ax, ay, bx, by, cutoff = 2147483647):\n",
    "        \"\"\"\n",
    "        Measures distance between 2 patches across all channels\n",
    "        ax -- x coordinate of patch a\n",
    "        ay -- y coordinate of patch a\n",
    "        bx -- x coordinate of patch b\n",
    "        by -- y coordinate of patch b\n",
    "        cutoff\n",
    "        \"\"\"\n",
    "        num_pixels = 0\n",
    "        pixel_sum = 0\n",
    "        dmax = self.patchsize // 2  # dmax = 1\n",
    "        for dy in range(-dmax, dmax + 1): #from middle pixel in patch to around pixel by -1~+1 \n",
    "            for dx in range(-dmax, dmax + 1):\n",
    "                pixel_exists_in_a = (ay + dy) < self.a_height and (ay + dy) >= 0 and (ax + dx) < self.a_width and (ax + dx) >= 0\n",
    "                pixel_exists_in_b = (by + dy) < self.b_height and (by + dy) >= 0 and (bx + dx) < self.b_width and (bx + dx) >= 0\n",
    "                if pixel_exists_in_a and pixel_exists_in_b:\n",
    "                    for dc in range(0, self.channels):\n",
    "                        dp_tmp = self.a[dc, ay + dy, ax + dx] - self.b[dc, by + dy, bx + dx]\n",
    "                        pixel_sum += (dp_tmp * dp_tmp)\n",
    "                    num_pixels += 1\n",
    "\n",
    "        ans = pixel_sum / num_pixels\n",
    "        if ans >= cutoff: return cutoff\n",
    "        return ans\n",
    "\n",
    "    def improve_guess(self, ax, ay, xbest, ybest, dbest, bx, by):\n",
    "        d = self.calc_dist(ax, ay, bx, by)\n",
    "        if d < dbest:\n",
    "            dbest = d\n",
    "            xbest = bx\n",
    "            ybest = by\n",
    "        return xbest, ybest, dbest\n",
    "\n",
    "    def improve_nnf(self, total_iter=5):\n",
    "        for iter in range(total_iter):\n",
    "            print(iter)\n",
    "            ystart, yend, ychange = 0, self.a_height, 1\n",
    "            xstart, xend, xchange = 0, self.a_width, 1\n",
    "            if iter % 2 == 1:\n",
    "                ystart, yend, ychange = yend - 1, -1, -1\n",
    "                xstart, xend, xchange = xend - 1, -1, -1\n",
    "            for ay in range(ystart, yend, ychange):\n",
    "                for ax in range(xstart, xend, xchange):\n",
    "                    # best guess\n",
    "                    ybest, xbest = self.nnf[ay, ax]\n",
    "                    dbest = self.nnd[ay, ax]\n",
    "\n",
    "                    # propagation\n",
    "\n",
    "                    if (ax - xchange) < self.a_width and (ax - xchange) >= 0:\n",
    "                        yp, xp = self.nnf[ay, ax - xchange]\n",
    "                        xp += xchange\n",
    "                        if xp < self.b_width and xp >= 0:\n",
    "                            xbest, ybest, dbest = self.improve_guess(ax, ay, xbest, ybest, dbest, xp, yp)\n",
    "                    if (ay - ychange) < self.a_height and (ay - ychange) >= 0:\n",
    "                        xp, yp = self.nnf[ay - ychange, ax]\n",
    "                        yp += ychange\n",
    "                        if yp < self.b_height and yp >= 0:\n",
    "                            xbest, ybest, dbest = self.improve_guess(ax, ay, xbest, ybest, dbest, xp, yp)\n",
    "\n",
    "                    # random search\n",
    "\n",
    "                    mag = max(self.b_height, self.b_width)\n",
    "\n",
    "                    while mag >= 1:\n",
    "                        ymin, ymax = max(ybest - mag, 0), min(ybest + mag, self.b_height)\n",
    "                        xmin, xmax = max(xbest - mag, 0), min(xbest + mag, self.b_width)\n",
    "                        yp = np.random.randint(ymin, ymax)\n",
    "                        xp = np.random.randint(xmin, xmax)\n",
    "                        xbest, ybest, dbest = self.improve_guess(ax, ay, xbest, ybest, dbest, xp, yp)\n",
    "                        mag = mag // 2\n",
    "\n",
    "                    self.nnf[ay, ax, :] = [ybest, xbest]\n",
    "                    self.nnd[ay, ax] = dbest\n",
    "\n",
    "    def solve(self):\n",
    "        self.improve_nnf(total_iter=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "snn = PatchMatch(feat5S.transpose(2, 0, 1), feat5R.transpose(2, 0, 1)) #S->R\n",
    "# snn = PatchMatchTest(feat5S, feat5S, feat5R, feat5R, 3)\n",
    "snn.solve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(16, 25, 2)\n",
      "(16, 25)\n"
     ]
    }
   ],
   "source": [
    "print(snn.nnf.shape) #(14,14,2)\n",
    "print(snn.nnd.shape) #(14,14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "rnn = PatchMatch(feat5R.transpose(2, 0, 1), feat5S.transpose(2, 0, 1)) #R->S\n",
    "rnn.solve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(75, 120, 2)\n",
      "(75, 120)\n"
     ]
    }
   ],
   "source": [
    "print(rnn.nnf.shape) #(14,14,2)\n",
    "print(rnn.nnd.shape) #(14,14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BDS Voting (Reconstruct)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bds_vote(snn, rnn, snnd, rnnd, src, patchsize=3):\n",
    "    \"\"\"\n",
    "    Reconstructs an image or feature map by bidirectionaly\n",
    "    similarity voting\n",
    "    \"\"\"\n",
    "\n",
    "    src_height = src.shape[1]   # C * H * W\n",
    "    src_width = src.shape[2]\n",
    "    channels = src.shape[0]\n",
    "    print(\"src_height: \" + str(src_height))\n",
    "    print(\"src_width: \" + str(src_width))\n",
    "\n",
    "    dest_height = snn.shape[1]\n",
    "    dest_width = snn.shape[2]\n",
    "    dest = np.zeros((channels, dest_height, dest_width))\n",
    "\n",
    "    print(\"dest_height: \" + str(dest_height))\n",
    "    print(\"dest_width: \" + str(dest_width))\n",
    "\n",
    "    pmax = patchsize // 2\n",
    "\n",
    "    weights = np.zeros((dest_height, dest_width))\n",
    "    ws = 1 / (snn.shape[1] * snn.shape[2])  # (dest_height * dest_width)\n",
    "    wr = 1 / (rnn.shape[1] * rnn.shape[2])  # (src_height * src_width)\n",
    "\n",
    "    # coherence\n",
    "    # The S->R forward NNF enforces coherence\n",
    "    for i in range(dest_height):\n",
    "        for j in range(dest_width):\n",
    "            py = snn[0, i, j]\n",
    "            px = snn[1, i, j]\n",
    "\n",
    "            for dy in range(-pmax, pmax + 1):\n",
    "                if i + dy < 0:\n",
    "                    continue\n",
    "                if i + dy >= dest_height:\n",
    "                    break\n",
    "                if py + dy < 0:\n",
    "                    continue\n",
    "                if py + dy >= src_height:\n",
    "                    break\n",
    "                for dx in range(-pmax, pmax + 1):\n",
    "                    if j + dx < 0:\n",
    "                        continue\n",
    "                    if j + dx >= dest_width:\n",
    "                        break\n",
    "                    if px + dx < 0:\n",
    "                        continue\n",
    "                    if px + dx >= src_width:\n",
    "                        break\n",
    "                    for ch in range(channels):\n",
    "                        dest[ch, i + dy, j + dx] += ws * src[ch, py + dy, px + dx]\n",
    "                    weights[i + dy, j + dx] += ws\n",
    "\n",
    "\n",
    "    # completeness\n",
    "    # The R->S backward NNF enforces completeness\n",
    "    for i in range(src_height):\n",
    "        for j in range(src_width):\n",
    "            py = rnn[0, i, j]\n",
    "            px = rnn[1, i, j]\n",
    "\n",
    "            for dy in range(-pmax, pmax + 1):\n",
    "                if i + dy < 0:\n",
    "                    continue\n",
    "                if i + dy >= src_height:\n",
    "                    break\n",
    "                if py + dy < 0:\n",
    "                    continue\n",
    "                if py + dy >= dest_height:\n",
    "                    break\n",
    "                for dx in range(-pmax, pmax + 1):\n",
    "                    if j + dx < 0:\n",
    "                        continue\n",
    "                    if j + dx >= src_width:\n",
    "                        break\n",
    "                    if px + dx < 0:\n",
    "                        continue\n",
    "                    if px + dx >= dest_width:\n",
    "                        break\n",
    "                    for ch in range(channels):\n",
    "                        dest[ch, py + dy, px + dx] += wr * src[ch, i + dy, j + dx]\n",
    "                    weights[py + dy, px + dx] += wr\n",
    "\n",
    "    for y in range(dest_height):\n",
    "        for x in range(dest_width):\n",
    "            s = 1 if weights[y, x] == 0 else (1 / weights[y, x])\n",
    "            for ch in range(channels):\n",
    "                dest[ch, y, x] *= s\n",
    "\n",
    "    return dest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[0.2196, 0.2196, 0.2235,  ..., 0.1059, 0.1020, 0.0941],\n",
      "         [0.2392, 0.2392, 0.2431,  ..., 0.1098, 0.1059, 0.1020],\n",
      "         [0.2588, 0.2588, 0.2627,  ..., 0.1216, 0.1176, 0.1098],\n",
      "         ...,\n",
      "         [0.3059, 0.2784, 0.1333,  ..., 0.0902, 0.1255, 0.0863],\n",
      "         [0.2353, 0.1765, 0.0824,  ..., 0.0588, 0.0980, 0.0588],\n",
      "         [0.0902, 0.0667, 0.0471,  ..., 0.0471, 0.0627, 0.0353]],\n",
      "\n",
      "        [[0.2118, 0.2118, 0.2118,  ..., 0.1255, 0.1176, 0.1137],\n",
      "         [0.2235, 0.2275, 0.2275,  ..., 0.1255, 0.1176, 0.1137],\n",
      "         [0.2392, 0.2392, 0.2431,  ..., 0.1294, 0.1255, 0.1255],\n",
      "         ...,\n",
      "         [0.1765, 0.1608, 0.0745,  ..., 0.0431, 0.0706, 0.0353],\n",
      "         [0.1216, 0.0863, 0.0353,  ..., 0.0196, 0.0510, 0.0275],\n",
      "         [0.0314, 0.0196, 0.0078,  ..., 0.0118, 0.0235, 0.0118]],\n",
      "\n",
      "        [[0.5412, 0.5412, 0.5451,  ..., 0.3922, 0.3843, 0.3725],\n",
      "         [0.5647, 0.5647, 0.5686,  ..., 0.3922, 0.3804, 0.3765],\n",
      "         [0.5922, 0.5922, 0.5961,  ..., 0.3922, 0.3843, 0.3765],\n",
      "         ...,\n",
      "         [0.0667, 0.0588, 0.0431,  ..., 0.0275, 0.0471, 0.0275],\n",
      "         [0.0471, 0.0353, 0.0275,  ..., 0.0157, 0.0353, 0.0235],\n",
      "         [0.0235, 0.0196, 0.0118,  ..., 0.0157, 0.0196, 0.0118]]])\n"
     ]
    }
   ],
   "source": [
    "#(512 14 14)  imgR = 3 224 224    reR = 512 14 14\n",
    "def image_to_tensor(img, img_transforms = []):\n",
    "    normalize = transforms.Normalize(\n",
    "        mean=[0.485, 0.456, 0.406],\n",
    "        std=[0.229, 0.224, 0.225]\n",
    "    )\n",
    "    transform = transforms.Compose(img_transforms + [\n",
    "        transforms.ToTensor(),\n",
    "\n",
    "    ])\n",
    "    return transform(img)\n",
    "\n",
    "def resized_R(self, size):\n",
    "        return image_to_tensor(origR, [transforms.Resize(size)])\n",
    "def resized_S(self,size):\n",
    "        return image_to_tensor(origS,[transforms.Resize(size)])\n",
    "\n",
    "Rs_R = resized_R(origR, feat5R.shape[:2])\n",
    "\n",
    "print(Rs_R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'torch.Size' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-36-dee0e13c44fb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mRs_R\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m: 'torch.Size' object is not callable"
     ]
    }
   ],
   "source": [
    "Rs_R.shape()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "npshow(Rs_R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[0.6510, 0.6627, 0.6667,  ..., 0.7333, 0.7137, 0.6863],\n",
      "         [0.6745, 0.6784, 0.6902,  ..., 0.7176, 0.7137, 0.6784],\n",
      "         [0.7137, 0.7255, 0.7529,  ..., 0.7569, 0.7216, 0.6824],\n",
      "         ...,\n",
      "         [0.4392, 0.4588, 0.5216,  ..., 0.6667, 0.6078, 0.2392],\n",
      "         [0.3529, 0.4196, 0.4784,  ..., 0.4667, 0.4431, 0.1176],\n",
      "         [0.2784, 0.3294, 0.5294,  ..., 0.2275, 0.2039, 0.1412]],\n",
      "\n",
      "        [[0.6588, 0.6784, 0.6863,  ..., 0.7333, 0.7137, 0.6824],\n",
      "         [0.6902, 0.6980, 0.7137,  ..., 0.7333, 0.7255, 0.6941],\n",
      "         [0.7294, 0.7412, 0.7608,  ..., 0.7647, 0.7412, 0.7098],\n",
      "         ...,\n",
      "         [0.4314, 0.4588, 0.5294,  ..., 0.6588, 0.6235, 0.2902],\n",
      "         [0.3529, 0.4235, 0.4863,  ..., 0.4471, 0.4353, 0.1569],\n",
      "         [0.2902, 0.3490, 0.5373,  ..., 0.1647, 0.1451, 0.1412]],\n",
      "\n",
      "        [[0.7176, 0.7412, 0.7529,  ..., 0.7647, 0.7451, 0.7176],\n",
      "         [0.7569, 0.7686, 0.7765,  ..., 0.7804, 0.7686, 0.7490],\n",
      "         [0.7843, 0.7882, 0.7961,  ..., 0.8000, 0.7882, 0.7686],\n",
      "         ...,\n",
      "         [0.4902, 0.5059, 0.5647,  ..., 0.6588, 0.6314, 0.3608],\n",
      "         [0.4157, 0.4824, 0.5255,  ..., 0.4824, 0.4706, 0.2353],\n",
      "         [0.3647, 0.4196, 0.5686,  ..., 0.2431, 0.2196, 0.2078]]])\n"
     ]
    }
   ],
   "source": [
    "Rs_S = resized_S(origS, feat5S.shape[:2])\n",
    "\n",
    "print(Rs_S)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 16, 25])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Rs_S.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "npshow(Rs_S)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "src_height: 75\n",
      "src_width: 120\n",
      "dest_height: 16\n",
      "dest_width: 25\n",
      "[[[0.29167634 0.32712034 0.44112634 ... 0.41837228 0.36556247 0.35604506]\n",
      "  [0.33049774 0.36711188 0.48065779 ... 0.48685067 0.41792283 0.39273389]\n",
      "  [0.39068733 0.43651857 0.54839644 ... 0.53529726 0.45138708 0.41834446]\n",
      "  ...\n",
      "  [0.19235551 0.2082909  0.21606984 ... 0.26841303 0.24585029 0.26047772]\n",
      "  [0.16806401 0.19641145 0.20778338 ... 0.2679164  0.2874577  0.29187108]\n",
      "  [0.18500646 0.18246881 0.1763452  ... 0.19350867 0.23173538 0.25958333]]\n",
      "\n",
      " [[0.22392158 0.24609254 0.31067849 ... 0.28958725 0.25747842 0.25132249]\n",
      "  [0.2398515  0.25987392 0.31505567 ... 0.31034291 0.27863983 0.26542715]\n",
      "  [0.27181426 0.29754609 0.34679843 ... 0.32158114 0.2887312  0.27777442]\n",
      "  ...\n",
      "  [0.12800205 0.14423697 0.15316602 ... 0.17819112 0.16259958 0.16268806]\n",
      "  [0.11924724 0.15095456 0.17027078 ... 0.17080131 0.19398073 0.20146861]\n",
      "  [0.13696137 0.13875223 0.14481304 ... 0.11217292 0.13653698 0.15535539]]\n",
      "\n",
      " [[0.49007459 0.52257339 0.59150515 ... 0.5505954  0.49941779 0.4835628 ]\n",
      "  [0.50680591 0.53229981 0.57793866 ... 0.56026392 0.5283999  0.51280656]\n",
      "  [0.5628333  0.58466934 0.6081592  ... 0.57311819 0.55515719 0.54970692]\n",
      "  ...\n",
      "  [0.09405998 0.11188034 0.12668717 ... 0.1405203  0.11711432 0.11518717]\n",
      "  [0.1020885  0.13177734 0.16056769 ... 0.12263641 0.12745873 0.12426768]\n",
      "  [0.11851591 0.12259358 0.14733242 ... 0.08229941 0.09771499 0.09952206]]]\n"
     ]
    }
   ],
   "source": [
    "G = bds_vote(snn.nnf.transpose(2, 0, 1), rnn.nnf.transpose(2, 0, 1), snn.nnd, rnn.nnd, Rs_R)\n",
    "print(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9405918ac8>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(np.transpose(G,(1,2,0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 오늘은 여기까지"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Affine Transfrom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 68.22041515,   3.09829757,  -7.06738869],\n",
       "        [ 68.22041515,   3.09829757,  -7.06738869],\n",
       "        [ 68.22041515,   3.09829757,  -7.06738869],\n",
       "        ..., \n",
       "        [ 71.68514622,   3.08095938,  -2.93812813],\n",
       "        [ 71.68514622,   3.08095938,  -2.93812813],\n",
       "        [ 71.31505123,   3.08425348,  -2.9411943 ]],\n",
       "\n",
       "       [[ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        [ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        [ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        ..., \n",
       "        [ 70.94456415,   3.08756869,  -2.94427955],\n",
       "        [ 70.57368246,   3.09090524,  -2.9473841 ],\n",
       "        [ 70.57368246,   3.09090524,  -2.9473841 ]],\n",
       "\n",
       "       [[ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        [ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        [ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        ..., \n",
       "        [ 69.62476451,   4.02949357,  -4.36347497],\n",
       "        [ 69.62476451,   4.02949357,  -4.36347497],\n",
       "        [ 69.25249493,   4.03396516,  -4.36813823]],\n",
       "\n",
       "       ..., \n",
       "       [[ 20.86567018,   1.91109721, -10.84100483],\n",
       "        [ 21.29472416,   2.11762742, -12.89434885],\n",
       "        [ 27.35524995,   2.91002951, -12.09621092],\n",
       "        ..., \n",
       "        [ 17.46691202,  -0.46958063,   1.30245065],\n",
       "        [ 31.42978877,  -0.43507284,   2.53463457],\n",
       "        [ 40.44179913,   0.18868427,   3.2833595 ]],\n",
       "\n",
       "       [[ 17.18149446,   6.48829052, -22.80599363],\n",
       "        [ 17.4147401 ,   2.44666712, -18.343504  ],\n",
       "        [ 17.42530608,   4.57097807, -18.30305826],\n",
       "        ..., \n",
       "        [  2.96280869,   1.21198486, -11.90449679],\n",
       "        [  2.71777773,   1.31389178, -11.47629561],\n",
       "        [  2.71777773,   1.31389178, -11.47629561]],\n",
       "\n",
       "       [[ 15.33989713,   6.86939362, -23.01509183],\n",
       "        [ 16.49184891,   2.58438364, -18.42998223],\n",
       "        [ 14.62466747,   4.96262422, -18.59598591],\n",
       "        ..., \n",
       "        [  4.31057706,   1.70884073, -12.97369227],\n",
       "        [  4.31057706,   1.70884073, -12.97369227],\n",
       "        [  4.31057706,   1.70884073, -12.97369227]]])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###example of rgb2lab but can't use in here bacause different initilization process.\n",
    "origSnp = np.asarray(origS)/255 ##0~255를 0~1로 만든다 rgb2lab엔 range detection이 없어서\n",
    "origS_lab = color.rgb2lab(origSnp)\n",
    "origS_lab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(266, 400, 3)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "origSnp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14, 14, 3)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "npRss = np.asarray(Rs_S)\n",
    "npRss = np.transpose(npRss,(2,1,0))\n",
    "labRss = color.rgb2lab(npRss)\n",
    "labRss.shape #14 14 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 28.3189197 ,  22.3451206 ,  22.21471056,  36.17647112,\n",
       "         46.6826316 ,   9.4822914 ,   2.13635527,  10.87685169,\n",
       "          4.20476523,  53.48240037,  42.78668604,  11.42375244,\n",
       "          9.95016701,   8.66603833],\n",
       "       [ 40.19780228,  40.19780228,  53.48240037,  53.48240037,\n",
       "         42.78668604,  42.78668604,  30.59954942,  17.30280965,\n",
       "         17.82826658,  10.87685169,   4.20476523,  12.45399308,\n",
       "         10.4925422 ,  35.17200855],\n",
       "       [ 38.81321411,  38.81321411,  43.53921885,  43.53921885,\n",
       "         22.3451206 ,  22.3451206 ,  22.21471056,  15.41548292,\n",
       "         13.15293419,  11.03201808,   4.93258932,  41.03982463,\n",
       "         45.78148313,  33.58269694],\n",
       "       [ 38.81321411,  38.81321411,  43.52335557,  38.74824812,\n",
       "         22.3451206 ,  22.3451206 ,  22.21471056,  22.21471056,\n",
       "         17.30280965,  12.79793461,  35.61869147,  13.54728854,\n",
       "          6.16581553,  35.61869147],\n",
       "       [ 52.48158147,  52.48158147,  49.86777743,  50.42641869,\n",
       "         28.92044013,  30.21594205,  13.7032093 ,  13.7032093 ,\n",
       "          7.02556447,   9.82617388,  38.26678793,  25.96679764,\n",
       "         10.87685169,  38.26678793],\n",
       "       [ 52.48158147,  53.28114294,  23.69569822,  44.42212705,\n",
       "         34.45594627,  31.13784862,  28.60161819,  44.58655335,\n",
       "         26.21147673,  19.29154499,  23.86431281,  46.41290665,\n",
       "         32.63526413,  11.53912344],\n",
       "       [ 24.50299353,  20.0847786 ,  19.06207787,  20.0847786 ,\n",
       "         26.13900947,  33.25934281,  31.256709  ,  35.96025735,\n",
       "          4.72016603,   6.48608073,  12.45022539,  25.78140882,\n",
       "         19.53801373,   2.86913647],\n",
       "       [ 24.50299353,  20.0847786 ,  24.26699884,  28.93064807,\n",
       "          5.14212747,  30.32161102,  32.10162869,  32.61322294,\n",
       "          1.85248815,  13.10078339,   5.49914505,   2.86913647,\n",
       "          2.99981428,   2.86913647],\n",
       "       [ 48.74579843,  56.56839339,  24.765379  ,  24.64955186,\n",
       "         11.42375244,   0.        ,   9.10835999,   5.09875218,\n",
       "          0.        ,   5.89621044,   0.        ,   0.        ,\n",
       "          0.        ,   0.        ],\n",
       "       [ 26.92263636,  48.74579843,  56.56839339,  25.42312197,\n",
       "         11.42375244,  36.70380994,  43.23646065,   0.        ,\n",
       "          0.        ,  11.44982375,   0.        ,   0.        ,\n",
       "          0.        ,  51.74153893],\n",
       "       [  0.        ,  45.23779667,  63.11515513,  46.63706716,\n",
       "         24.8553584 ,  33.85149397,  11.93125673,   0.        ,\n",
       "          0.        ,   3.76504544,  18.18928459,   0.        ,\n",
       "          0.        ,  47.49700228],\n",
       "       [ 16.03228446,  45.23779667,  63.11515513,  63.11515513,\n",
       "         46.63706716,   4.72016603,   5.5388013 ,  46.66177908,\n",
       "         24.50299353,  26.20772687,   4.20476523,  19.53801373,\n",
       "         18.37308895,  39.3164567 ],\n",
       "       [ 18.37308895,  18.60068998,  19.6901183 ,  19.46635841,\n",
       "         19.29154499,   9.95016701,  16.03228446,  46.24825239,\n",
       "         48.74579843,  27.62671755,  37.78441697,  11.2339076 ,\n",
       "         26.00158243,  32.17615579],\n",
       "       [ 45.23779667,  18.60068998,  19.14827849,  19.46635841,\n",
       "         19.29154499,   1.85248815,   2.86913647,  16.03228446,\n",
       "         17.62831827,  28.3189197 ,  36.34276986,   0.        ,\n",
       "         38.92430768,  23.26471316]])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "npG = np.asarray(G)\n",
    "npG = np.transpose(npG,(2,1,0))\n",
    "labG = color.rgb2lab(npG)\n",
    "labG.shape #14 14 3\n",
    "labGl,labGa, labGb = labG[: , : ,0],labG[: , : , 1], labG[: , : , 2]\n",
    "labGl #14 14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  0.        ,   0.        ,   0.        ,   0.        ,\n",
       "          0.        ,   0.        ,   0.        ,   0.        ,\n",
       "          0.        ,   0.        ,   0.        ,   0.        ],\n",
       "       [  0.        ,  36.43582254,  39.3100619 ,  40.47209537,\n",
       "         35.51406963,  26.81990573,  19.23998417,  14.85908061,\n",
       "         17.13026449,  18.05569741,  21.35920899,  20.34064479],\n",
       "       [  0.        ,  41.79927065,  43.79323029,  40.42130771,\n",
       "         34.52485798,  27.77586945,  24.15987788,  19.80510935,\n",
       "         15.32486866,  14.19409565,  16.27821741,  19.3596659 ],\n",
       "       [  0.        ,  44.12737458,  44.41691636,  38.13943543,\n",
       "         31.24786114,  22.961055  ,  20.48580183,  16.32748239,\n",
       "         13.60787085,  16.66172262,  21.44756734,  24.68845888],\n",
       "       [  0.        ,  45.04879409,  43.91772929,  37.37834801,\n",
       "         33.66857913,  25.99332848,  25.41365806,  21.72931801,\n",
       "         19.21777528,  21.13392184,  25.0658265 ,  25.92830182],\n",
       "       [  0.        ,  38.65991256,  37.04515343,  33.00825264,\n",
       "         33.22909485,  28.63222954,  29.15829888,  22.86319597,\n",
       "         18.64566965,  16.46025922,  23.14958209,  26.19917431],\n",
       "       [  0.        ,  29.10700485,  28.21255875,  25.13326798,\n",
       "         28.21038215,  28.04620462,  33.31542133,  26.43379116,\n",
       "         20.53584152,  12.60846925,  17.30617159,  19.11669193],\n",
       "       [  0.        ,  29.17602131,  26.49970943,  20.49603596,\n",
       "         19.99453575,  19.86139343,  23.30220933,  16.96795382,\n",
       "         11.74755125,   5.55612213,   8.00922114,   7.68197153],\n",
       "       [  0.        ,  36.79679666,  34.44478484,  23.62152505,\n",
       "         19.33537502,  19.94016696,  21.02042727,  13.77899029,\n",
       "          7.7790312 ,   4.19982786,   4.31278879,   1.26312176],\n",
       "       [  0.        ,  41.18548342,  43.52340633,  32.09572575,\n",
       "         23.88532313,  20.28158273,  15.54779261,   7.70831439,\n",
       "          2.91220353,   4.36670713,   4.36670713,   2.02103162],\n",
       "       [  0.        ,  40.55277958,  50.7994933 ,  44.54335844,\n",
       "         32.59633247,  24.32201851,  20.29375197,  14.6523657 ,\n",
       "         12.50970763,   9.81329327,   9.26162884,   6.7005725 ],\n",
       "       [  0.        ,  32.15578726,  42.69058807,  40.65810887,\n",
       "         29.83604203,  19.20090445,  19.43713344,  22.18457399,\n",
       "         24.86203481,  21.22519429,  16.505542  ,  15.03611772]])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meanGl = np.zeros((12,12))\n",
    "sumGl =np.zeros((12,12))\n",
    "stdGl = np.zeros((12,12))\n",
    "\n",
    "#make patch\n",
    "#patch -> mean, std\n",
    "for gy in range (1,12):\n",
    "    for gx in range (1,12):\n",
    "        meanGl[gy,gx] = (labGl[gy,gx]+labGl[gy-1,gx]+labGl[gy+1,gx]\n",
    "                         +labGl[gy,gx-1]+labGl[gy-1,gx-1]+labGl[gy+1,gx-1]\n",
    "                         +labGl[gy,gx+1]+labGl[gy-1,gx+1]+labGl[gy+1,gx+1])/9\n",
    "        stdGl[gy,gx] = (labGl[gy,gx]-meanGl[gy,gx]+labGl[gy-1,gx]+labGl[gy+1,gx]\n",
    "                         +labGl[gy,gx-1]+labGl[gy-1,gx-1]+labGl[gy+1,gx-1]\n",
    "                         +labGl[gy,gx+1]+labGl[gy-1,gx+1]+labGl[gy+1,gx+1])\n",
    "\n",
    "meanGl #12 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "unexpected EOF while parsing (<ipython-input-43-2491c096927f>, line 23)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-43-2491c096927f>\"\u001b[1;36m, line \u001b[1;32m23\u001b[0m\n\u001b[1;33m    \u001b[0m\n\u001b[1;37m    ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m unexpected EOF while parsing\n"
     ]
    }
   ],
   "source": [
    "##in patch, need to calculate a,b from (pixel p and nearby 8pixel = q)\n",
    "class LocalColorTransfer:\n",
    "    def __init__(self, source, guide, patchsize=3):\n",
    "        self.s = source\n",
    "        self.s_height = self.source.shape[1]    #C * H * W (e.g. 3 * 14* 14)  == [0] * [1] * [2]\n",
    "        self.s_width = self.source.shape[2]\n",
    "        self.g = guide\n",
    "        self.g_height = self.guide.shape[1]\n",
    "        self.g_width = self.guide.shape[2]\n",
    "        self.patchsize = patchsize\n",
    "        self.channels = self.source.shape[0]\n",
    "\n",
    "        self.sew = self.source.shape[2] - self.patchsize + 1 #number of patch that can be made in width\n",
    "        self.seh = self.source.shape[1] - self.patchsize + 1 #number of patch that can be made in height\n",
    "        self.gew = self.guide.shape[2] - self.patchsize + 1\n",
    "        self.geh = self.guide.shape[1] - self.patchsize + 1\n",
    "        self.patchlab()\n",
    "    \n",
    "    def patchlab(self): ##initialize a and b from source and guidance by lab space using mean and std\n",
    "        for sy in range (1, self.seh):\n",
    "            for sx in range (1,self.sew):\n",
    "            \n",
    "        "
   ]
  }
 ],
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